{
  "ticker": {
    "uuid": "e5b811f0-c8d3-4428-85b0-188a4fe0f0af",
    "symbol": "KOSS",
    "name": "Koss Corporation",
    "exchange": "NASDAQ",
    "country": "US",
    "assetType": "equity"
  },
  "methodBoundary": "Trend Architecture is a weekly structural classification, not a forecast, probability of return, recommendation or execution signal. Confidence measures geometric agreement and external confirmation only.",
  "analysis": {
    "eligible": true,
    "as_of": "2026-08-07",
    "benchmark": "QQQ",
    "stage": 4,
    "stage_name": "Declining",
    "phase": "4b",
    "phase_label": "Stage 4B \u00b7 Declining",
    "transition": "stage_4_declining",
    "transition_label": "Stage 4 decline intact",
    "confidence": 96.0,
    "architecture_regime": "downward_expansion",
    "architecture_regime_label": "Downward Expansion",
    "architecture_modifier": "Established contraction",
    "architecture_gate": "down",
    "architecture_direction": -61.231,
    "architecture_energy": 59.184,
    "architecture_maturity": 82.367,
    "architecture_confidence": 91.057,
    "architecture_tenure": "Extended",
    "architecture": {
      "interpretation": {
        "headline": "The weekly architecture is expanding downward.",
        "body": "Trend and Activity show sustained negative alignment with weak price acceptance. Repair requires persistent improvement across the structure, not merely one strong observation."
      },
      "scores": {
        "balance": 14.79,
        "rotation_up": 11.57,
        "upward_expansion": 12.58,
        "deceleration": 37.93,
        "rotation_down": 70.3,
        "downward_expansion": 90.58
      },
      "activity_lines": [
        3.741333,
        3.824,
        3.914905,
        3.950946
      ],
      "activity_state": "Moderate",
      "activity_direction": "Expanding",
      "rotation_direction": "Weakening",
      "price_acceptance": -1.0
    },
    "latest_close": 3.72,
    "trend_reference": 4.041667,
    "distance_from_trend": -0.079588,
    "trend_direction": "Weakening",
    "fair_value": 4.878747,
    "distance_from_fair_value": -0.237509,
    "fair_value_direction": "Weakening",
    "relative_strength": -28.147757,
    "relative_strength_direction": "Improving",
    "price_momentum": -0.205128,
    "excess_performance": -0.392582,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.079588,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": false,
        "value": -0.055612,
        "read": "Falling"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": false,
        "value": -0.237509,
        "read": "Below anchor"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.091567,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.281478,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": true,
        "value": 0.011919,
        "read": "Improving"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.205128,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.429811,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 94882,
      "relative_activity": 0.85453,
      "balance": 0.429811,
      "dry_up": 0.800042,
      "accumulation_observations": 1,
      "distribution_observations": 4
    },
    "risk": {
      "range_context": 0.075025,
      "annualized_volatility": 0.277013,
      "from_high_reference": -0.463203,
      "from_low_reference": 0.062857
    },
    "levels": {
      "trend_reference": 4.041667,
      "fair_value_reference": 4.878747,
      "structural_low": 3.5,
      "invalidation": "Reclaiming a flat-to-rising Trend with improving relative strength is required before the declining diagnosis is repaired."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 44,
        "median_return": -0.043723,
        "positive_rate": 0.295455,
        "directional_follow_through": 0.704545,
        "median_excess_return": -0.059256,
        "regime_survival": 0.909091,
        "best_return": 0.42598,
        "worst_return": -0.224466,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 14,
        "median_return": -0.122342,
        "positive_rate": 0.285714,
        "directional_follow_through": 0.714286,
        "median_excess_return": -0.151394,
        "regime_survival": 0.714286,
        "best_return": 0.729242,
        "worst_return": -0.422274,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 8,
        "median_return": -0.166369,
        "positive_rate": 0.125,
        "directional_follow_through": 0.875,
        "median_excess_return": -0.362158,
        "regime_survival": 0.625,
        "best_return": 2.444444,
        "worst_return": -0.578442,
        "sufficient": true
      },
      {
        "horizon": "Full cycle",
        "sample_count": 4,
        "median_return": -0.398723,
        "positive_rate": 0.25,
        "directional_follow_through": 0.75,
        "median_excess_return": -0.382978,
        "regime_survival": 0.5,
        "best_return": 1.808362,
        "worst_return": -0.590858,
        "sufficient": false
      }
    ],
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        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2022-11-11",
        "end": "2023-12-22",
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        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
        "start": "2023-12-29",
        "end": "2024-01-12",
        "tenure": "New",
        "return": -0.095522,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
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        "active": false
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      {
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        "start": "2024-02-16",
        "end": "2024-05-10",
        "tenure": "Established",
        "return": 0.15444,
        "active": false
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      {
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        "active": false
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      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
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        "end": "2024-08-16",
        "tenure": "Developing",
        "return": 0.606383,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2024-08-23",
        "end": "2024-10-18",
        "tenure": "Developing",
        "return": -0.126761,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
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        "active": false
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      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-02-07",
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        "return": -0.006623,
        "active": false
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      {
        "regime": "balance",
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        "end": "2025-11-14",
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        "active": false
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      {
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      {
        "date": "2026-05-01",
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      },
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        "date": "2026-05-22",
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      },
      {
        "date": "2026-07-03",
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      },
      {
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        "relative_strength": -27.332609,
        "stage": 4,
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        "modifier": "Established contraction",
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      },
      {
        "date": "2026-07-17",
        "close": 3.8,
        "volume": 108160,
        "typical_volume": 116287.35,
        "trend": 4.11,
        "fair_value": 4.884324,
        "relative_strength": -26.281652,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -55.199767,
        "energy": 30.235768,
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          3.914667,
          3.944182,
          3.98319,
          4.022473
        ]
      },
      {
        "date": "2026-07-24",
        "close": 3.75,
        "volume": 78028,
        "typical_volume": 116952.0,
        "trend": 4.085333,
        "fair_value": 4.882785,
        "relative_strength": -25.237217,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -58.677354,
        "energy": 43.962534,
        "activity_lines": [
          3.848667,
          3.907091,
          3.962095,
          3.999247
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      },
      {
        "date": "2026-07-31",
        "close": 3.68,
        "volume": 74258,
        "typical_volume": 114560.85,
        "trend": 4.063333,
        "fair_value": 4.879837,
        "relative_strength": -26.17811,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -63.749012,
        "energy": 55.09676,
        "activity_lines": [
          3.778,
          3.859273,
          3.936048,
          3.973097
        ]
      },
      {
        "date": "2026-08-07",
        "close": 3.72,
        "volume": 94882,
        "typical_volume": 111034.15,
        "trend": 4.041667,
        "fair_value": 4.878747,
        "relative_strength": -28.147757,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -61.230669,
        "energy": 59.184369,
        "activity_lines": [
          3.741333,
          3.824,
          3.914905,
          3.950946
        ]
      }
    ],
    "method": {
      "price_basis": "completed market observations",
      "trend": "Trend provides the primary directional reference.",
      "fair_value": "Fair Value provides long-term price context and is not a forecast or target.",
      "relative_strength": "Relative Strength shows leadership or lagging performance against the market benchmark.",
      "classification": "The SM framework combines Trend, Activity, Fair Value, Relative Strength and participation into a structural read."
    }
  }
}